Research graph
References from Deep learning perturbation models can outperform baselines on calibrated metrics. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1038/s41592-025-02772-6
10.1038/s41592-025-02772-6 · 2025 · External reference
10.1038/s41587-025-02777-8
10.1038/s41587-025-02777-8 · 2025 · External reference
10.1101/2024.12.23.630036
10.1101/2024.12.23.630036 · External reference
10.1186/s12864-025-11600-2
10.1186/s12864-025-11600-2 · 2025 · External reference
Unresolved reference
2025 · External reference
10.48550/arxiv.2410.13956
10.48550/arxiv.2410.13956 · External reference
10.1101/2024.12.20.629581
10.1101/2024.12.20.629581 · External reference
10.48550/arxiv.2506.22641
10.48550/arxiv.2506.22641 · External reference
10.1016/j.cell.2022.05.013
10.1016/j.cell.2022.05.013 · 2022 · External reference
10.1038/s41592-024-02201-0
10.1038/s41592-024-02201-0 · 2024 · External reference
10.1038/s41587-023-01905-6
10.1038/s41587-023-01905-6 · 2024 · External reference
10.1101/2025.06.03.657653
10.1101/2025.06.03.657653 · External reference
10.1101/2024.12.04.626878
10.1101/2024.12.04.626878 · External reference
10.1101/2025.04.11.648220
10.1101/2025.04.11.648220 · External reference
10.1038/s41586-023-06139-9
10.1038/s41586-023-06139-9 · 2023 · External reference
10.1126/science.ade2574
10.1126/science.ade2574 · 2023 · External reference
10.1101/2023.10.16.562533
10.1101/2023.10.16.562533 · External reference
10.1038/s41588-025-02169-3
10.1038/s41588-025-02169-3 · 2025 · External reference
10.1126/science.aax4438
10.1126/science.aax4438 · 2019 · External reference
10.1038/s41592-022-01705-x
10.1038/s41592-022-01705-x · 2023 · External reference
10.64898/2026.02.18.706454
10.64898/2026.02.18.706454 · External reference
10.1016/j.cell.2025.06.008
10.1016/j.cell.2025.06.008 · 2025 · External reference
10.1145/1852102.1852106
10.1145/1852102.1852106 · 2010 · External reference
10.1038/s41592-023-02144-y
10.1038/s41592-023-02144-y · 2024 · External reference
10.1186/s13059-017-1382-0
10.1186/s13059-017-1382-0 · 2018 · External reference
10.1016/j.cell.2026.07.052
10.1016/j.cell.2026.07.052 · 2026 · External reference
10.52202/085713-3225
10.52202/085713-3225 · External reference
10.1093/bioinformatics/btq466
10.1093/bioinformatics/btq466 · 2010 · External reference
10.48550/arxiv.1412.6980
10.48550/arxiv.1412.6980 · External reference
10.1002/cpz1.90
10.1002/cpz1.90 · 2021 · External reference
10.1093/bioinformatics/btac076
10.1093/bioinformatics/btac076 · 2022 · External reference
